4.3.1. Effects of precipitation, evaporation, and rock-type on hydrochemistry
A qualitative analysis, using the Gibbs diagram (Gibbs, 1970), was carried out to identify the dominant processes affecting evolution. The Gibbs diagram depicts the relative dominance of precipitation, rock weathering, and evaporation in semi-arid and arid regions. The diagrams show the weight ratios of Na+/(Na++Ca2+) and Cl−/(Cl−+HCO3−) against TDS, as shown in Fig. 5.
Figure 5b shows that the ratios of Na+/(Na++Ca2+) are mostly less than 0.5 and that the TDS is mostly low to medium, which indicates that rock weathering is the dominant mechanism in the geochemical evolution of groundwater for both shallow and deep groundwater. The ratios of Na+/(Na++Ca2+), however, show a wide range of values without any obvious changes in TDS values. This suggests that cation exchange also plays an important role by increasing Na+ and decreasing Ca2+ when geochemical evolution is dominated by rock-weathering processes (Liu et al., 2015; Li et al., 2019). This occurs because 2 mmol·L− 1 of Na+ is exchanged with 1mmol·L− 1 of Ca2+ during the cation exchange, and the mass concentration of 2 mmol·L− 1 of Na+ (46 mg·L− 1) is nearly equal to 1mmol·L− 1 of Ca2+ (40 mg·L− 1). Some samples of shallow groundwater, however, are located on the upper right of the Gibbs diagram (Fig. 5a), and the ratios of Cl−/(Cl−+HCO3−) are greater than 0.5 and the TDS value greater than 1,100 mg·L− 1. This shows that the groundwater chemistry is controlled not only by rock weathering, but also by evaporation (Xing et al., 2013).
4.3.2. Effects of evaporation on groundwater salinity based on stable isotope
The deuterium excess, as one of the most important indicators characterizing atmospheric precipitation for comprehensive environmental factors, is capable of quantifying the contribution of evaporation to groundwater salinity (Dansgaard, 1964; Li et al., 2019; Huang and Pang, 2012). In the study area, δ2H0 and δ18O0 were calculated for − 45‰ and − 6.9‰ of local mean rain water, although the δ2H0 and δ18O0 values do not affect the mineral dissolution to total salinity relationship; \({S}_{0}\), the total salinity of mean rain water, was defined as 0.035 g·L− 1; f is the remaining fraction of the reservoir; the average temperature of the groundwater was 14°C and the humidity was about 60%. Thus, the relationship between \(d\) and \(f\) can be established as given in Eq. (1) (Huang and Pang, 2012).
$$d=\delta {}^{2}H-8\delta {}^{18}O=\left({\delta }^{2}{H}_{0}+1000\right){f}^{({\alpha }^{2}{H}_{0}-1)}-8\left({\delta }^{18}{O}_{0}+1000\right){f}^{\left({\alpha }^{18}{O}_{0}-1\right)}+7000$$
$$=955\times {f}^{-0.08676}-8\times 993.1\times {f}^{-0.01546}+7000 \left(1\right)$$
\(\frac{{S}_{0}}{f}-{S}_{0}\) was the salinity caused by direct evaporation; D was the salinity increased by mineral dissolution, and \(D=S-{S}_{0}-(\frac{{S}_{0}}{f}-{S}_{0})\) (Huang and Pang, 2012).
As shown in Fig. 6a, the average total d-excess and TDS for shallow groundwater and deep groundwater are 4.63‰ and 744.02 mg·L− 1, 4.72‰ and 510.86 mg·L− 1, respectively. The contribution ratios of mineral dissolution in shallow groundwater and deep groundwater are 81–98% and 84–98%, while the contribution ratio of evaporation is 0.2–4.7% and 0–2.4%. In the study area, most groundwater depths are greater than 5 m, and the groundwater is mainly recharged by rain water and bedrock fissure water, which favors the dissolution of minerals. Most of the water samples indicate no evaporation effects regardless of shallow groundwater or deep groundwater. Figure 6b and 6c show that there is an almost exponential positive correlation between TDS and the contribution of mineral dissolution, and an almost exponential negative correlation between TDS and the contribution of evaporation, which indicates that mineral dissolution is the main contributor to the total salinity of groundwater.
4.3.3. Effects of geochemical processes on hydrochemistry
The relationship between (Ca2+ + Mg2+) and (HCO3− + SO42−) concentrations in groundwater samples is close to the carbonate and gypsum dissolution line (1:1 relationship line) if these ions are controlled by carbonate and gypsum equilibrium (Wang et al., 2006; Zhang et al., 2015). Ion exchange (Ca2+ and Mg2+ in groundwater changed by Na+) tends to shift points to the right in equilibrium plots as a result of an excess of (HCO3− + SO42−) (Belkhiri et al., 2011; Liu et al., 2015), but reverse ion exchange shifts the points to the left as a result of an excess of (Ca2++Mg2+). As shown in Fig. 7a, values for most of the deep groundwater samples plot near the 1:1 line, which indicates that the dissolution of carbonate and gypsum is the main geochemical process in deep groundwater. Values for most of shallow groundwater samples are, however, scattered and located above the 1:1 line. This suggests that ion exchange is one of the main geochemical processes occurring in shallow groundwater in addition to the dissolution of carbonate and gypsum.
As shown in Fig. 7b, in the shallow groundwater, the Na+/Cl− mole ratio varies from 0.37 to 13.27, with an average value of 2.07. In the deep groundwater, the ratio ranges from 0.18 to 7.24, with an average value of 1.21. Most of the values for the deep groundwater samples are located near the 1:1 line, which suggests that the dissolution of halite is the major source of Na+ and Cl− for deep groundwater. In contrast, most of the shallow groundwater values are scattered and are located below the 1:1 line. This indicates that there are other geochemical processes than halite dissolution leading to an excess of Cl−, such as Ca(Mg)/Na ion exchange.
Ion exchange and adsorption are common reactions in the geochemical evolution of groundwater and influence the major ion composition of groundwater (Li et al., 2019). Schoeller (1967) proposed the chloral-alkali index (CAI) to analyze cation exchange and adsorption (Eqs. (2) and (3)).
$$CAI1=\frac{{Cl}^{-}-({Na}^{+}+{K}^{+})}{{Cl}^{-}} \left(2\right)$$
$$CAI2=\frac{{Cl}^{-}-({Na}^{+}+{K}^{+})}{{SO}_{4}^{2-}+{HCO}_{3}^{-}+{CO}_{3}^{2-}+{NO}_{3}^{-}} \left(3\right)$$
A positive CAI indicates the exchange of Ca2+ and Mg2+ from the rocks with Na+ of the water, while a negative CAI indicates the exchange of Na+ from the rocks with Ca2+ and Mg2+ of the water. Additionally, a diagram of [(Ca2++Mg2+) − (HCO3−+SO42−)] versus (Na+−Cl−) (Eq. (4)) is also commonly used to explain cation exchange in groundwater (Carol et al., 2013; Huang et al., 2013; Liu et al., 2015). The diagram reflects excess Ca2+ and Mg2+ gained or lost from calcite, dolomite, and gypsum dissolution or precipitation, and excess Na+ gained or lost from NaCl (Farid et al., 2013). If cation exchange plays a major role in controlling the major ion composition of groundwater, there will be a linear relationship with a slope close to − 1.0, as expressed by Eq. (4).
$$N=\frac{\left({Na}^{+}+{K}^{+}\right)-{Cl}^{-}}{{Ca}^{2+}+{Mg}^{2+}-{(HCO}_{3}^{-}+{SO}_{4}^{2-})} \left(4\right)$$
Figure 8a shows that both positive and negative ion exchange occurs in groundwater. For shallow groundwater, the positive ion exchange was slightly dominant, and accounted for 51.3% of the ion exchange. This process mainly occurred at the central of the Changzhi Basin, which have a slower runoff and more shallow groundwater compared with the edge of the basin, leads to the large Na+ content in the water displaced part of Ca2+ in the aquifer. In the edge part of the basin, the cations in the groundwater are dominated by Ca2+ and Mg2+. The groundwater passes through rocks that contain Na-rich minerals, which leads to exchange reactions and increased Na+ in groundwater. For deep groundwater, the negative ion exchange process dominates, and accounts for 66.7% of the ion exchange. This process mainly occurs in the edge part of the basin, and is consistent with the shallow groundwater processes. The CAI1 and CAI2 of shallow groundwater ranged from − 6.3 to 0.81 and − 0.24 to 0.76, respectively, while the CAI1 and CAI2 of deep groundwater ranged from − 12.4 to 0.62 and − 0.31 to 0.22, respectively. This suggested that the intensity of the cation exchange is different for the shallow and deep groundwater.
The slope and correlation coefficients of the equations for the shallow and deep groundwater (Fig. 8b) are − 1.88 (R2 = 0.86) and − 0.34 (R2 = 0.88), indicating that Ca2+, Mg2+, and Na+ participate in ion exchange. However, significant differences were observed between the theoretical and actual values, implying that cation exchange is not the sole process affecting the concentration of the three ions. The other processes affecting the ion content include the discharge of mine drainage, and the interaction between groundwater and surface water. These processes affect ion content because of the high Na+ content of mine drainage and surface water (Table 1).
To better understand the hydrogeochemical processes in the aquifers, PHREEQC (Parkhurst and Appelo, 1999) was used to calculate the saturation indices of the major minerals. The saturation indices of minerals varied between − 0.5 and + 0.5, which indicates that groundwater is saturated (or in equilibrium) or near saturation with respect to these minerals. As shown in Fig. 9a and b, most of the groundwater samples are in a state of saturation or over-saturation with respect to calcite and dolomite. Almost all the groundwater samples are in a state of under-saturation with respect to gypsum and are highly unsaturated in terms of halite (Fig. 9c and d). Precipitation is the main source of groundwater in the study area. During the percolation of weakly acidic rain, carbonate minerals dissolve quickly and it is easy for groundwater to reach a dissolution equilibrium with calcite and dolomite. No significant correlation is observed between TDS and the SI values of calcite and dolomite. SI values of gypsum and halite, however, tend to increase with TDS, which indicates that the dissolution of gypsum and halite is one of the main processes involved in the increase in groundwater salinity.